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The Future of Digital Health with Federated Learning

Mar 18, 2020
Nicola Rieke, Jonny Hancox, Wenqi Li, Fausto Milletari, Holger Roth, Shadi Albarqouni, Spyridon Bakas, Mathieu N. Galtier, Bennett Landman, Klaus Maier-Hein, Sebastien Ourselin, Micah Sheller, Ronald M. Summers, Andrew Trask, Daguang Xu, Maximilian Baust, M. Jorge Cardoso

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Privacy-preserving Federated Brain Tumour Segmentation

Oct 02, 2019
Wenqi Li, Fausto Milletarì, Daguang Xu, Nicola Rieke, Jonny Hancox, Wentao Zhu, Maximilian Baust, Yan Cheng, Sébastien Ourselin, M. Jorge Cardoso, Andrew Feng


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Redefining Ultrasound Compounding: Computational Sonography

Nov 05, 2018
Rüdiger Göbl, Diana Mateus, Christoph Hennersperger, Maximilian Baust, Nassir Navab

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BACH: Grand Challenge on Breast Cancer Histology Images

Aug 13, 2018
Guilherme Aresta, Teresa Araújo, Scotty Kwok, Sai Saketh Chennamsetty, Mohammed Safwan, Varghese Alex, Bahram Marami, Marcel Prastawa, Monica Chan, Michael Donovan, Gerardo Fernandez, Jack Zeineh, Matthias Kohl, Christoph Walz, Florian Ludwig, Stefan Braunewell, Maximilian Baust, Quoc Dang Vu, Minh Nguyen Nhat To, Eal Kim, Jin Tae Kwak, Sameh Galal, Veronica Sanchez-Freire, Nadia Brancati, Maria Frucci, Daniel Riccio, Yaqi Wang, Lingling Sun, Kaiqiang Ma, Jiannan Fang, Ismael Kone, Lahsen Boulmane, Aurélio Campilho, Catarina Eloy, António Polónia, Paulo Aguiar

* Preprint submitted to Medical Image Analysis (Elsevier). Publication licensed under the Creative Commons CC-BY-NC-ND 4.0 license 

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Initialize globally before acting locally: Enabling Landmark-free 3D US to MRI Registration

Jun 12, 2018
Julia Rackerseder, Maximilian Baust, Rüdiger Göbl, Nassir Navab, Christoph Hennersperger

* This is a pre-print of an article published in the Proceedings of the 21st International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI), Granada, Spain, September 2018 

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CFCM: Segmentation via Coarse to Fine Context Memory

Jun 04, 2018
Fausto Milletari, Nicola Rieke, Maximilian Baust, Marco Esposito, Nassir Navab

* Accepted for presentation at MICCAI 2018 

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Understanding Regularization to Visualize Convolutional Neural Networks

Apr 20, 2018
Maximilian Baust, Florian Ludwig, Christian Rupprecht, Matthias Kohl, Stefan Braunewell

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Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks

Apr 09, 2018
Matthias Kohl, Christoph Walz, Florian Ludwig, Stefan Braunewell, Maximilian Baust

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Learning in an Uncertain World: Representing Ambiguity Through Multiple Hypotheses

Aug 22, 2017
Christian Rupprecht, Iro Laina, Robert DiPietro, Maximilian Baust, Federico Tombari, Nassir Navab, Gregory D. Hager

* ICCV 2017 

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Deep Active Contours

Jul 18, 2016
Christian Rupprecht, Elizabeth Huaroc, Maximilian Baust, Nassir Navab

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Semi-Automatic Segmentation of Autosomal Dominant Polycystic Kidneys using Random Forests

Oct 23, 2015
Kanishka Sharma, Loic Peter, Christian Rupprecht, Anna Caroli, Lichao Wang, Andrea Remuzzi, Maximilian Baust, Nassir Navab

* 5 pages, 3 Figures, parallel submission to International Symposium on Biomedical Imaging 2016 

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